Tutorial // AIOps
Building a Durable AIOps On-Call Agent with Eve.dev
Build an AIOps on-call agent with Eve.dev that triages alerts, runs diagnostics, and gates risky remediation behind human approval, surviving restarts.
19 min readRead article
Field notes · 238 articles
Notes from the foundry
Practical notes on AI, business software, and the decisions behind a production build.
More field notes
AI, software, and business
Tutorial // Finance
Multi-Agent Orchestration in Eve.dev: An Autonomous Accounts-Payable Pipeline
Use Eve.dev's multi-agent orchestration to build an accounts-payable pipeline: a supervisor delegates invoice extraction, 3-way matching, and durable approvals.
18 min readRead article
Use Cases // Business
The Ultimate Research Assistant: Processing 100-Page Contracts with Kimi K3
Explore how legal and financial professionals are using Moonshot AI's Kimi K3 model to analyze massive documents, identify loopholes, and extract key insights in seconds.
10 min readRead article
Use Cases // Coding
Mastering Large Codebases: How Kimi K3 Transforms Legacy Code Refactoring
Discover how Moonshot AI's new Kimi K3 model uses its 1-million token context window to help developers refactor massive legacy enterprise applications without losing context.
12 min readRead article
Use Cases // Healthcare
Decoding Biology: How Kimi K3 is Accelerating Medical Diagnostics and Genomic Research
Discover how clinical researchers are using Moonshot AI's Kimi K3 model to analyze entire patient medical histories alongside thousands of pages of genomic research to diagnose rare diseases.
24 min readRead article
Use Cases // Marketing
From Video to Insights: Deep Reasoning with Kimi K3's Native Multimodal Engine
Learn how Kimi K3's native multimodal capabilities allow marketers and researchers to extract profound insights directly from hours of raw video and audio.
11 min readRead article
Use Cases // Finance
Revolutionizing Quantitative Finance: Kimi K3 as the Ultimate Algorithmic Trading Architect
An in-depth exploration of how Moonshot AI's Kimi K3 is transforming quantitative finance. Learn how hedge funds use its 1-million token context to analyze years of market data and generate complex trading algorithms.
25 min readRead article
Comparisons
Claude Fable 5 vs Kimi K3: Choosing the Right Frontier AI for Enterprise Workflows
A detailed comparison of Anthropic's Claude Fable 5 and Moonshot AI's Kimi K3. We analyze safety classifiers, 1-million token context capabilities, coding, and API pricing.
22 min readRead article
Comparisons
Kimi K3 vs GPT-5.6 Sol: The Battle for Long-Context Reasoning in 2026
A comprehensive, deep-dive comparison between Moonshot AI's Kimi K3 and OpenAI's GPT-5.6 Sol. We analyze architecture, 1-million token context performance, coding capabilities, and enterprise pricing.
20 min readRead article
Tutorial // Infrastructure
AI Code Execution on Cloudflare Sandboxes
Run untrusted agent-generated code next to your app on Cloudflare, with no separate container host or VPC. Building the tool, end to end.
16 min readRead article
Tutorial // Security
Hardening an AI Code Sandbox: Seccomp, Egress Firewalls, and gVisor
A locked-down container stops the obvious attacks. Here are the controls that stop a determined one: a non-root user, a tight seccomp profile, resource ulimits, a network egress allowlist, and a real kernel boundary with gVisor.
18 min readRead article
Tutorial // Agents
Give a Coding Agent a Persistent Sandbox: Clone, Edit, Test, PR
One-shot code execution can't build software. An autonomous coding agent needs a filesystem that survives across turns, to install dependencies, edit files, run the test suite, read the failures, and open a pull request. This builds that with a persistent E2B sandbox.
19 min readRead article
AI Engineering
Building a Realtime Voice Support Agent with Vercel AI SDK v7
Voice agents used to mean marrying one provider's WebSocket event format. I used the new experimental realtime API in Vercel AI SDK v7 to build an order-status voice agent I can move between providers.
8 min readRead article
Tutorial // Performance
Lightweight AI Sandboxes with WebAssembly: Pyodide and QuickJS
When you can't run a container, serverless functions, the edge, cold-start-sensitive paths, you can still isolate untrusted code in-process with WebAssembly. This runs LLM-written Python via Pyodide and JavaScript via QuickJS, each with hard memory and time limits.
17 min readRead article
Tutorial // Infrastructure
Why AI Agents Need Sandboxes (and How to Build One with Docker)
The moment you let an LLM run the code it writes, you've handed a stranger a shell on your server. Here's the threat model, and a step-by-step build of an isolated Docker sandbox your agent can safely execute code in.
16 min readRead article
Tutorial // Sales
Building an Autonomous Lead Generation Agent using Eve.dev
Discover how to build an AI sales assistant that scores leads, crafts personalized emails, and uses durable wait states to manage multi-day follow-up sequences using Eve.dev.
17 min readRead article
Tutorial // Agents
How to Build a Durable AI Support Agent with Eve.dev and Next.js
Learn how to use Eve.dev to build a durable, crash-resistant AI customer support agent that can pause, wait for user input, and resume seamlessly within a Next.js application.
15 min readRead article
Tutorial // Architecture
Creating a File-System Based Agentic Workflow with Eve.dev
Discover how Eve.dev's unique filesystem-first architecture allows you to organize complex agent capabilities, skills, and prompts just like a Next.js application.
12 min readRead article
Tutorial // CI-CD
Automate Code Reviews with a Durable Eve.dev GitHub Agent
Learn how to build an autonomous AI code reviewer using Eve.dev that listens to GitHub webhooks, analyzes pull requests, and posts detailed inline comments.
14 min readRead article
Tutorial // Agents
Automating Employee Onboarding with an Eve.dev HR Agent
Learn how to use Eve.dev to build an intelligent Human Resources assistant that guides new hires through onboarding, collects documents, and durably waits for responses over weeks.
15 min readRead article